Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	6819
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	692.7 KiB
Average record size in memory	104.0 B

Variable types

Numeric	12
Categorical	1

Alerts

`Debt ratio %` is highly correlated with `Current Liability to Assets` and 5 other fields	High correlation
`Current Liability to Assets` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Borrowing dependency` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Current Liability to Current Assets` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Liability to Equity` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Current Liabilities/Equity` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Net Income to Total Assets` is highly correlated with `ROA(A) before interest and % after tax` and 3 other fields	High correlation
`ROA(A) before interest and % after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(B) before interest and depreciation after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(C) before interest and depreciation before interest` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Net worth/Assets` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Persistent EPS in the Last Four Seasons` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Debt ratio %` is highly correlated with `Current Liability to Assets` and 1 other fields	High correlation
`Current Liability to Assets` is highly correlated with `Debt ratio %` and 1 other fields	High correlation
`Borrowing dependency` is highly correlated with `Liability to Equity` and 1 other fields	High correlation
`Liability to Equity` is highly correlated with `Borrowing dependency` and 1 other fields	High correlation
`Current Liabilities/Equity` is highly correlated with `Borrowing dependency` and 1 other fields	High correlation
`Net Income to Total Assets` is highly correlated with `ROA(A) before interest and % after tax` and 3 other fields	High correlation
`ROA(A) before interest and % after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(B) before interest and depreciation after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(C) before interest and depreciation before interest` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Net worth/Assets` is highly correlated with `Debt ratio %` and 1 other fields	High correlation
`Persistent EPS in the Last Four Seasons` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Debt ratio %` is highly correlated with `Current Liability to Assets` and 5 other fields	High correlation
`Current Liability to Assets` is highly correlated with `Debt ratio %` and 3 other fields	High correlation
`Borrowing dependency` is highly correlated with `Debt ratio %` and 3 other fields	High correlation
`Current Liability to Current Assets` is highly correlated with `Debt ratio %` and 3 other fields	High correlation
`Liability to Equity` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Current Liabilities/Equity` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Net Income to Total Assets` is highly correlated with `ROA(A) before interest and % after tax` and 3 other fields	High correlation
`ROA(A) before interest and % after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(B) before interest and depreciation after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(C) before interest and depreciation before interest` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Net worth/Assets` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Persistent EPS in the Last Four Seasons` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Debt ratio %` is highly correlated with `Current Liability to Assets` and 5 other fields	High correlation
`Current Liability to Assets` is highly correlated with `Debt ratio %` and 4 other fields	High correlation
`Borrowing dependency` is highly correlated with `Debt ratio %` and 6 other fields	High correlation
`Current Liability to Current Assets` is highly correlated with `Borrowing dependency` and 1 other fields	High correlation
`Liability to Equity` is highly correlated with `Debt ratio %` and 4 other fields	High correlation
`Current Liabilities/Equity` is highly correlated with `Debt ratio %` and 6 other fields	High correlation
`Net Income to Total Assets` is highly correlated with `ROA(A) before interest and % after tax` and 3 other fields	High correlation
`ROA(A) before interest and % after tax` is highly correlated with `Borrowing dependency` and 4 other fields	High correlation
`ROA(B) before interest and depreciation after tax` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`ROA(C) before interest and depreciation before interest` is highly correlated with `Net Income to Total Assets` and 3 other fields	High correlation
`Net worth/Assets` is highly correlated with `Debt ratio %` and 5 other fields	High correlation
`Persistent EPS in the Last Four Seasons` is highly correlated with `Debt ratio %` and 6 other fields	High correlation
`Borrowing dependency` is highly skewed (γ1 = 20.83889089)	Skewed
`Liability to Equity` is highly skewed (γ1 = 27.45946714)	Skewed
`Current Liabilities/Equity` is highly skewed (γ1 = 23.79916473)	Skewed
`Current Liability to Assets` has unique values	Unique
`Current Liability to Current Assets` has unique values	Unique
`Liability to Equity` has unique values	Unique
`Current Liabilities/Equity` has unique values	Unique
`Net Income to Total Assets` has unique values	Unique

Reproduction

Analysis started	2021-12-26 21:12:19.953948
Analysis finished	2021-12-26 21:12:55.427563
Duration	35.47 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Debt ratio %
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4208
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.113177085

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.03221876228
Q1	0.07289052816
median	0.1114067177
Q3	0.1488043051
95-th percentile	0.2026181334
Maximum	1
Range	1
Interquartile range (IQR)	0.07591377694

Descriptive statistics

Standard deviation	0.05392030606
Coefficient of variation (CV)	0.4764242344
Kurtosis	10.72972726
Mean	0.113177085
Median Absolute Deviation (MAD)	0.03803246969
Skewness	0.9807961168
Sum	771.7545424
Variance	0.002907399406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1129183421	6	0.1%
0.08915560661	6	0.1%
0.1282159809	6	0.1%
0.1194787919	6	0.1%
0.1234090153	6	0.1%
0.115457871	6	0.1%
0.1401578136	6	0.1%
0.106720682	6	0.1%
0.1484415153	5	0.1%
0.07576261451	5	0.1%
Other values (4198)	6761	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0002720923905	1	< 0.1%
0.000362789854	1	< 0.1%
0.0005744172688	1	< 0.1%
0.001088369562	1	< 0.1%
0.001511624392	1	< 0.1%
0.001874414246	1	< 0.1%
0.00208604166	1	< 0.1%
0.003144178734	1	< 0.1%
0.003537201076	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.525410406	1	< 0.1%
0.3384829338	1	< 0.1%
0.3318922514	1	< 0.1%
0.3269341234	1	< 0.1%
0.3213713456	1	< 0.1%
0.3127550866	1	< 0.1%
0.3053783596	1	< 0.1%
0.2951900112	1	< 0.1%
0.2937086193	1	< 0.1%

Current Liability to Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	6819
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09067279457

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02545154402
Q1	0.05330127643
median	0.08270479498
Q3	0.1195229935
95-th percentile	0.1864716616
Maximum	1
Range	1
Interquartile range (IQR)	0.06622171704

Descriptive statistics

Standard deviation	0.05028985667
Coefficient of variation (CV)	0.5546300509
Kurtosis	15.87008762
Mean	0.09067279457
Median Absolute Deviation (MAD)	0.03205254968
Skewness	1.608203407
Sum	618.2977862
Variance	0.002529069684
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
0.0706115178	1	< 0.1%
0.09376487769	1	< 0.1%
0.0754771696	1	< 0.1%
0.04301376978	1	< 0.1%
0.03427297109	1	< 0.1%
0.1430964207	1	< 0.1%
0.04036558909	1	< 0.1%
0.0287600187	1	< 0.1%
0.04114479991	1	< 0.1%
Other values (6809)	6809	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0007840110673	1	< 0.1%
0.0008467483803	1	< 0.1%
0.001043266907	1	< 0.1%
0.001481324676	1	< 0.1%
0.001576854456	1	< 0.1%
0.001798340062	1	< 0.1%
0.001986677558	1	< 0.1%
0.002676870263	1	< 0.1%
0.00281985645	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.3431427367	1	< 0.1%
0.3368441252	1	< 0.1%
0.3239173828	1	< 0.1%
0.3076863542	1	< 0.1%
0.302764902	1	< 0.1%
0.2965914479	1	< 0.1%
0.2829127953	1	< 0.1%
0.2749715246	1	< 0.1%
0.2734331566	1	< 0.1%

Borrowing dependency
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4338
Distinct (%)	63.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3746542946

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3696371815
Q1	0.3701678436
median	0.3726243226
Q3	0.3762707372
95-th percentile	0.3847602123
Maximum	1
Range	1
Interquartile range (IQR)	0.006102893646

Descriptive statistics

Standard deviation	0.01628616336
Coefficient of variation (CV)	0.04346984297
Kurtosis	802.6464927
Mean	0.3746542946
Median Absolute Deviation (MAD)	0.002807085038
Skewness	20.83889089
Sum	2554.767635
Variance	0.0002652391168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3696371815	1153	16.9%
0.3696394182	15	0.2%
0.3696382998	11	0.2%
0.3696528385	7	0.1%
0.369657312	6	0.1%
0.3697188218	5	0.1%
0.370619102	5	0.1%
0.3707242279	5	0.1%
0.3715708269	5	0.1%
0.3698474333	5	0.1%
Other values (4328)	5602	82.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1871240911	1	< 0.1%
0.2620352373	1	< 0.1%
0.2707427927	1	< 0.1%
0.2797254648	1	< 0.1%
0.2958936036	1	< 0.1%
0.357055625	1	< 0.1%
0.3574403411	1	< 0.1%
0.3696371815	1153	16.9%
0.3696382998	11	0.2%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9548193512	1	< 0.1%
0.8874347716	1	< 0.1%
0.7346107993	1	< 0.1%
0.6690256619	1	< 0.1%
0.6136500381	1	< 0.1%
0.5294430788	1	< 0.1%
0.5283560323	1	< 0.1%
0.5142389668	1	< 0.1%
0.4653654914	1	< 0.1%

Current Liability to Current Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	6819
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03150636575

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.007755176684
Q1	0.01803366571
median	0.02759714285
Q3	0.03837461585
95-th percentile	0.06425132425
Maximum	1
Range	1
Interquartile range (IQR)	0.02034095015

Descriptive statistics

Standard deviation	0.03084468845
Coefficient of variation (CV)	0.9789986157
Kurtosis	310.9992346
Mean	0.03150636575
Median Absolute Deviation (MAD)	0.01009095905
Skewness	13.18866055
Sum	214.841908
Variance	0.0009513948058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
0.0381482085	1	< 0.1%
0.03287553793	1	< 0.1%
0.02937935492	1	< 0.1%
0.0270097755	1	< 0.1%
0.03921518383	1	< 0.1%
0.02167672334	1	< 0.1%
0.03708995441	1	< 0.1%
0.03396949128	1	< 0.1%
0.01589158113	1	< 0.1%
Other values (6809)	6809	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.000122444303	1	< 0.1%
0.0002143969531	1	< 0.1%
0.000220030886	1	< 0.1%
0.0002793402759	1	< 0.1%
0.0007703564177	1	< 0.1%
0.0008251649916	1	< 0.1%
0.0008338195305	1	< 0.1%
0.001302946504	1	< 0.1%
0.001322997169	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9168142529	1	< 0.1%
0.6506609847	1	< 0.1%
0.6117238123	1	< 0.1%
0.4606747753	1	< 0.1%
0.4246769153	1	< 0.1%
0.4095629959	1	< 0.1%
0.4009048751	1	< 0.1%
0.3560842866	1	< 0.1%
0.35353878	1	< 0.1%

Liability to Equity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	6819
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2803651538

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2755735124
Q1	0.2769442426
median	0.2787775836
Q3	0.2814491856
95-th percentile	0.2888978503
Maximum	1
Range	1
Interquartile range (IQR)	0.004504942962

Descriptive statistics

Standard deviation	0.01446322358
Coefficient of variation (CV)	0.05158709411
Kurtosis	1209.203491
Mean	0.2803651538
Median Absolute Deviation (MAD)	0.002112616367
Skewness	27.45946714
Sum	1911.809984
Variance	0.0002091848362
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
0.2802692781	1	< 0.1%
0.2836510878	1	< 0.1%
0.2845211767	1	< 0.1%
0.2753301125	1	< 0.1%
0.2758164118	1	< 0.1%
0.2757134317	1	< 0.1%
0.2760781344	1	< 0.1%
0.283745258	1	< 0.1%
0.2755278243	1	< 0.1%
Other values (6809)	6809	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1335029048	1	< 0.1%
0.1827903589	1	< 0.1%
0.1991621032	1	< 0.1%
0.2092217139	1	< 0.1%
0.2187852746	1	< 0.1%
0.2592797984	1	< 0.1%
0.2652200579	1	< 0.1%
0.2747790832	1	< 0.1%
0.27478509	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.7453520044	1	< 0.1%
0.6523469016	1	< 0.1%
0.6436918261	1	< 0.1%
0.484318141	1	< 0.1%
0.4359073607	1	< 0.1%
0.402867299	1	< 0.1%
0.3878741471	1	< 0.1%
0.3683570459	1	< 0.1%
0.3631088245	1	< 0.1%

Current Liabilities/Equity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	6819
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3314098006

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.3269614666
Q1	0.3280958417
median	0.3296851331
Q3	0.3323224048
95-th percentile	0.3406930272
Maximum	1
Range	1
Interquartile range (IQR)	0.004226563123

Descriptive statistics

Standard deviation	0.01348802791
Coefficient of variation (CV)	0.04069894096
Kurtosis	1171.460092
Mean	0.3314098006
Median Absolute Deviation (MAD)	0.001868918255
Skewness	23.79916473
Sum	2259.88343
Variance	0.0001819268969
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
0.3277801859	1	< 0.1%
0.3457515028	1	< 0.1%
0.3292312465	1	< 0.1%
0.3366846223	1	< 0.1%
0.3376354404	1	< 0.1%
0.3491221511	1	< 0.1%
0.3486743543	1	< 0.1%
0.3274715002	1	< 0.1%
0.3280530691	1	< 0.1%
Other values (6809)	6809	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.1538112898	1	< 0.1%
0.2343906346	1	< 0.1%
0.2410526835	1	< 0.1%
0.2463249681	1	< 0.1%
0.2949064039	1	< 0.1%
0.3149125729	1	< 0.1%
0.3203953232	1	< 0.1%
0.3261745391	1	< 0.1%
0.3262058784	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.7758897871	1	< 0.1%
0.6278168731	1	< 0.1%
0.5366348501	1	< 0.1%
0.5260519642	1	< 0.1%
0.5230221074	1	< 0.1%
0.4377942569	1	< 0.1%
0.4146394982	1	< 0.1%
0.4008770807	1	< 0.1%
0.3994190742	1	< 0.1%

Net Income to Total Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	6819
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.80776022

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7476647524
Q1	0.7967498492
median	0.8106190421
Q3	0.8264545295
95-th percentile	0.858852674
Maximum	1
Range	1
Interquartile range (IQR)	0.02970468035

Descriptive statistics

Standard deviation	0.04033219153
Coefficient of variation (CV)	0.04993089599
Kurtosis	43.73442462
Mean	0.80776022
Median Absolute Deviation (MAD)	0.01446272251
Skewness	-3.684096776
Sum	5508.11694
Variance	0.001626685674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
0.8463965848	1	< 0.1%
0.8129948788	1	< 0.1%
0.7870815622	1	< 0.1%
0.5917162228	1	< 0.1%
0.7982746737	1	< 0.1%
0.8461913154	1	< 0.1%
0.8197846163	1	< 0.1%
0.8285605996	1	< 0.1%
0.9231550519	1	< 0.1%
Other values (6809)	6809	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.2247920408	1	< 0.1%
0.4118092246	1	< 0.1%
0.4126209876	1	< 0.1%
0.4209954626	1	< 0.1%
0.4237552887	1	< 0.1%
0.4355689544	1	< 0.1%
0.4539159124	1	< 0.1%
0.4665774485	1	< 0.1%
0.4818362509	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9828792526	1	< 0.1%
0.9813150841	1	< 0.1%
0.9593201168	1	< 0.1%
0.9443278076	1	< 0.1%
0.9383598262	1	< 0.1%
0.9344023921	1	< 0.1%
0.9323183813	1	< 0.1%
0.9251994541	1	< 0.1%
0.9248188742	1	< 0.1%

ROA(A) before interest and % after tax
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3151
Distinct (%)	46.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5586249159

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4567433493
Q1	0.5355429568
median	0.55980157
Q3	0.5891572176
95-th percentile	0.6538922809
Maximum	1
Range	1
Interquartile range (IQR)	0.05361426079

Descriptive statistics

Standard deviation	0.06562003103
Coefficient of variation (CV)	0.1174670681
Kurtosis	9.038784836
Mean	0.5586249159
Median Absolute Deviation (MAD)	0.02643916267
Skewness	-1.033726837
Sum	3809.263301
Variance	0.004305988473
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5596925425	13	0.2%
0.5682511993	13	0.2%
0.554186655	10	0.1%
0.563126908	10	0.1%
0.5578935892	10	0.1%
0.5660161361	10	0.1%
0.5589293502	10	0.1%
0.5613279546	9	0.1%
0.5806258177	9	0.1%
0.5405582207	9	0.1%
Other values (3141)	6716	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.006923244658	1	< 0.1%
0.0571849106	1	< 0.1%
0.06928696031	1	< 0.1%
0.09016572176	1	< 0.1%
0.09071085914	1	< 0.1%
0.09125599651	1	< 0.1%
0.1066288705	1	< 0.1%
0.1199302224	1	< 0.1%
0.1215111208	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9847361535	1	< 0.1%
0.954535543	1	< 0.1%
0.9470671609	1	< 0.1%
0.9427060619	1	< 0.1%
0.8755996511	1	< 0.1%
0.8317160925	1	< 0.1%
0.8201591801	1	< 0.1%
0.8160161361	1	< 0.1%
0.8092564326	1	< 0.1%

ROA(B) before interest and depreciation after tax
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3160
Distinct (%)	46.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5535887094

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4601852348
Q1	0.5272766208
median	0.5522779592
Q3	0.5841051448
95-th percentile	0.6470046576
Maximum	1
Range	1
Interquartile range (IQR)	0.05682852401

Descriptive statistics

Standard deviation	0.06159480929
Coefficient of variation (CV)	0.1112645693
Kurtosis	7.929073722
Mean	0.5535887094
Median Absolute Deviation (MAD)	0.02773167728
Skewness	-0.7635637192
Sum	3774.921409
Variance	0.003793920532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5524921034	10	0.1%
0.5582204615	10	0.1%
0.538786873	10	0.1%
0.5514749184	10	0.1%
0.543551582	9	0.1%
0.5434445099	9	0.1%
0.5540446491	9	0.1%
0.5405000268	9	0.1%
0.5507254136	9	0.1%
0.5522779592	9	0.1%
Other values (3150)	6725	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.03351357139	1	< 0.1%
0.05482092189	1	< 0.1%
0.08838802934	1	< 0.1%
0.0917608009	1	< 0.1%
0.1122115745	1	< 0.1%
0.1124257187	1	< 0.1%
0.1716365972	1	< 0.1%
0.1832003855	1	< 0.1%
0.2067562503	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9577600514	1	< 0.1%
0.9325981048	1	< 0.1%
0.8691578778	1	< 0.1%
0.8233845495	1	< 0.1%
0.8145511002	1	< 0.1%
0.8102682156	1	< 0.1%
0.8038974249	1	< 0.1%
0.7982226029	1	< 0.1%
0.7964559131	1	< 0.1%

ROA(C) before interest and depreciation before interest
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3333
Distinct (%)	48.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5051796332

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.4130990104
Q1	0.4765270804
median	0.5027056013
Q3	0.5355628138
95-th percentile	0.6016233608
Maximum	1
Range	1
Interquartile range (IQR)	0.05903573344

Descriptive statistics

Standard deviation	0.06068563875
Coefficient of variation (CV)	0.1201268514
Kurtosis	6.390770202
Mean	0.5051796332
Median Absolute Deviation (MAD)	0.02905474577
Skewness	-0.3239410032
Sum	3444.819919
Variance	0.003682746751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4901282114	12	0.2%
0.516452981	11	0.2%
0.5138205041	10	0.1%
0.499195632	10	0.1%
0.5019256082	9	0.1%
0.4803782967	8	0.1%
0.5060693219	8	0.1%
0.4981231414	8	0.1%
0.5146492468	8	0.1%
0.4950519183	8	0.1%
Other values (3323)	6727	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.02427728757	1	< 0.1%
0.06693316433	1	< 0.1%
0.08141178765	1	< 0.1%
0.08282552528	1	< 0.1%
0.1023253547	1	< 0.1%
0.1264563935	1	< 0.1%
0.1605810949	1	< 0.1%
0.196802028	1	< 0.1%
0.2019694828	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9715302491	1	< 0.1%
0.8649636816	1	< 0.1%
0.8180178423	1	< 0.1%
0.7879881051	1	< 0.1%
0.7801394238	1	< 0.1%
0.7752644664	1	< 0.1%
0.7598108517	1	< 0.1%
0.7551308926	1	< 0.1%
0.7546433969	1	< 0.1%

Net worth/Assets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4208
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.886822915

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.7973818666
Q1	0.8511956949
median	0.8885932823
Q3	0.9271094718
95-th percentile	0.9677812377
Maximum	1
Range	1
Interquartile range (IQR)	0.07591377694

Descriptive statistics

Standard deviation	0.05392030606
Coefficient of variation (CV)	0.06080166079
Kurtosis	10.72972726
Mean	0.886822915
Median Absolute Deviation (MAD)	0.03803246969
Skewness	-0.9807961168
Sum	6047.245458
Variance	0.002907399406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.884542129	6	0.1%
0.8870816579	6	0.1%
0.9108443934	6	0.1%
0.8805212081	6	0.1%
0.8717840191	6	0.1%
0.8598421864	6	0.1%
0.8765909847	6	0.1%
0.893279318	6	0.1%
0.9499047677	5	0.1%
0.8755328476	5	0.1%
Other values (4198)	6761	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.474589594	1	< 0.1%
0.6615170662	1	< 0.1%
0.6681077486	1	< 0.1%
0.6730658766	1	< 0.1%
0.6786286544	1	< 0.1%
0.6872449134	1	< 0.1%
0.6946216404	1	< 0.1%
0.7048099888	1	< 0.1%
0.7062913807	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.9997279076	1	< 0.1%
0.9996372101	1	< 0.1%
0.9994255827	1	< 0.1%
0.9989116304	1	< 0.1%
0.9984883756	1	< 0.1%
0.9981255858	1	< 0.1%
0.9979139583	1	< 0.1%
0.9968558213	1	< 0.1%
0.9964627989	1	< 0.1%

Persistent EPS in the Last Four Seasons
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1358
Distinct (%)	19.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2288128526

Minimum	0
Maximum	1
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	53.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.192304056
Q1	0.2147111657
median	0.2245438215
Q3	0.2388200813
95-th percentile	0.2766379881
Maximum	1
Range	1
Interquartile range (IQR)	0.02410891557

Descriptive statistics

Standard deviation	0.03326261308
Coefficient of variation (CV)	0.1453703876
Kurtosis	81.62179022
Mean	0.2288128526
Median Absolute Deviation (MAD)	0.0117235511
Skewness	5.135963053
Sum	1560.274842
Variance	0.001106401429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2149002553	32	0.5%
0.2182093221	27	0.4%
0.2186820459	26	0.4%
0.2185875012	26	0.4%
0.214616621	26	0.4%
0.2189656802	25	0.4%
0.2184929564	23	0.3%
0.2251110901	23	0.3%
0.2201002175	23	0.3%
0.2192493146	23	0.3%
Other values (1348)	6565	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.07856670133	1	< 0.1%
0.079512149	1	< 0.1%
0.08423938735	1	< 0.1%
0.101824714	2	< 0.1%
0.1070246762	1	< 0.1%
0.1072137657	1	< 0.1%
0.1095773849	1	< 0.1%
0.1123191831	1	< 0.1%
0.1139264442	1	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.7795216035	1	< 0.1%
0.762692635	1	< 0.1%
0.7275219817	1	< 0.1%
0.6621915477	1	< 0.1%
0.5347452019	1	< 0.1%
0.5225489269	1	< 0.1%
0.5153635246	1	< 0.1%
0.4854873783	1	< 0.1%
0.4739529167	1	< 0.1%

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	53.4 KiB

0	6599
1	220

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6599	96.8%
1	220	3.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	6599	96.8%
1	220	3.2%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Debt ratio %	Current Liability to Assets	Borrowing dependency	Current Liability to Current Assets	Liability to Equity	Current Liabilities/Equity	Net Income to Total Assets	ROA(A) before interest and % after tax	ROA(B) before interest and depreciation after tax	ROA(C) before interest and depreciation before interest	Net worth/Assets	Persistent EPS in the Last Four Seasons	target
0	0.207576	0.147308	0.390284	0.118250	0.290202	0.339077	0.716845	0.424389	0.405750	0.370594	0.792424	0.169141	1
1	0.171176	0.056963	0.376760	0.047775	0.283846	0.329740	0.795297	0.538214	0.516730	0.464291	0.828824	0.208944	1
2	0.207516	0.098162	0.379093	0.025346	0.290189	0.334777	0.774670	0.499019	0.472295	0.426071	0.792484	0.180581	1
3	0.151465	0.098715	0.379743	0.067250	0.281721	0.331509	0.739555	0.451265	0.457733	0.399844	0.848535	0.193722	1
4	0.106509	0.110195	0.375025	0.047725	0.278514	0.330726	0.795016	0.538432	0.522298	0.465022	0.893491	0.212537	1
5	0.180427	0.139002	0.381448	0.099522	0.285087	0.335534	0.710420	0.415177	0.419134	0.388680	0.819573	0.174435	1
6	0.216102	0.115920	0.384999	0.060765	0.292504	0.337392	0.736619	0.445704	0.436158	0.390923	0.783898	0.161482	0
7	0.108202	0.087042	0.374219	0.030201	0.278607	0.329804	0.815350	0.570922	0.559077	0.508361	0.891798	0.225206	0
8	0.058591	0.058060	0.370253	0.021710	0.276423	0.328093	0.803647	0.545137	0.543284	0.488519	0.941409	0.218398	0
9	0.121293	0.094563	0.374509	0.025494	0.279388	0.330409	0.804195	0.550916	0.542963	0.495686	0.878707	0.217831	0

Last rows

	Debt ratio %	Current Liability to Assets	Borrowing dependency	Current Liability to Current Assets	Liability to Equity	Current Liabilities/Equity	Net Income to Total Assets	ROA(A) before interest and % after tax	ROA(B) before interest and depreciation after tax	ROA(C) before interest and depreciation before interest	Net worth/Assets	Persistent EPS in the Last Four Seasons
6809	0.119963	0.084763	0.371641	0.087864	0.279303	0.329943	0.776535	0.500055	0.500937	0.448740	0.880037	0.208093
6810	0.142153	0.149451	0.369637	0.027995	0.280905	0.333761	0.846995	0.648005	0.631725	0.578901	0.857847	0.271533
6811	0.087886	0.026984	0.373569	0.021557	0.277588	0.327194	0.815844	0.567870	0.565823	0.518062	0.912114	0.232013
6812	0.062460	0.064763	0.369639	0.022721	0.276560	0.328349	0.806743	0.549498	0.537877	0.491639	0.937540	0.218682
6813	0.147081	0.093829	0.374587	0.048055	0.281325	0.331098	0.794028	0.531127	0.526099	0.477600	0.852919	0.213293
6814	0.124618	0.103838	0.373823	0.027951	0.279606	0.330914	0.799927	0.539468	0.543230	0.493687	0.875382	0.216602
6815	0.099253	0.089901	0.372505	0.031470	0.278132	0.329753	0.799748	0.538269	0.524172	0.475162	0.900747	0.216697
6816	0.038939	0.024414	0.369637	0.007542	0.275789	0.326921	0.797778	0.533744	0.520638	0.472725	0.961061	0.210929
6817	0.086979	0.083199	0.369649	0.022916	0.277547	0.329294	0.811808	0.559911	0.554045	0.506264	0.913021	0.228326
6818	0.014149	0.018517	0.370049	0.005579	0.275114	0.326690	0.815956	0.570105	0.549548	0.493053	0.985851	0.227758

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows